{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "a5bcaefc-a2ee-462c-acfa-a9eb4ef03c38",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40]\n",
      "['Faze Clan', 'Vitality', 'Natus Vincere', 'Spirit', 'MOUZ', 'G2', 'Virtus.pro', 'Astralis', 'Heroic', 'Eternal Fire', 'ENCE', 'Cloud9', 'Monte', 'MIBR', 'BIG', 'paiN', 'compLexity ', 'FURIA', 'FORZE', 'Imperial', 'GamerLegion', 'Fnatic', 'SAW', 'Apeks', 'Rare Atom', 'Aurora ', '9z', 'Ninjas in Pyjamas', 'ECSTATIC', 'Liquid', 'Lynn Vision', 'The MongolZ', 'Falcons', 'Fluxo', 'Preasy', 'OG', 'BetBoom', 'SINNERS ', 'Endpoint', 'Sharks']\n",
      "[939, 757, 701, 655, 546, 541, 393, 325, 291, 239, 224, 192, 181, 167, 150, 131, 130, 129, 125, 122, 112, 88, 78, 74, 72, 60, 59, 58, 55, 48, 44, 42, 37, 30, 29, 25, 24, 23, 22, 20]\n",
      "['欧洲', '欧洲', '欧洲', '欧洲', '欧洲', '欧洲', '欧洲', '欧洲', '欧洲', '亚洲', '亚洲', '美洲', '亚洲', '美洲', '欧洲', '美洲', '美洲', '美洲', '欧洲', '美洲', '欧洲', '亚洲', '欧洲', '欧洲', '亚洲', '亚洲', '美洲', '欧洲', '亚洲', '美洲', '亚洲', '亚洲', '美洲', '美洲', '欧洲', '欧洲', '亚洲', '欧洲', '欧洲', '美洲']\n",
      "[16001.0, 15960.0, 27679.0, 70143.0, 131035.0, 267996.0, 355905.0, 379427.0, 322526.0, 386909.0, 354402.0, 354270.0, 333164.0, 390240.0, 409797.0, 667176.0, 607543.0, 739242.0, 508890.0, 579535.0, 973106.0, 884355.0]\n",
      "[2012.9, 2013.3, 2013.9, 2014.3, 2014.9, 2015.3, 2015.9, 2016.3, 2016.9, 2017.3, 2017.9, 2018.3, 2018.9, 2019.3, 2019.9, 2020.3, 2020.9, 2021.3, 2021.9, 2022.3, 2023.9, 2024.3]\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "from collections import Counter\n",
    "plt.rcParams['font.sans-serif'] = ['Microsoft YaHei']  # 指定默认字体\n",
    "plt.rcParams['axes.unicode_minus'] = False    # 解决保存图像是负号'-'显示为方块的问题\n",
    "path=('E:\\source.xlsx')\n",
    "f=pd.read_excel(path)\n",
    "num=f['排名']\n",
    "numb=[]\n",
    "for num in num:\n",
    "    numb.append(num)\n",
    "print(numb)\n",
    "nam=f['战队名称']\n",
    "name=[]\n",
    "for nam in nam:\n",
    "    name.append(nam)\n",
    "print(name)\n",
    "score=[]\n",
    "scor=f['积分']\n",
    "for scor in scor:\n",
    "    score.append(scor)\n",
    "print(score)\n",
    "are=f['所在洲']\n",
    "area=[]\n",
    "for are in are:\n",
    "    area.append(are)\n",
    "print(area)\n",
    "play=f['活跃人数'].head(22)\n",
    "player=[]\n",
    "for play in play:\n",
    "    player.append(play)\n",
    "print(player)\n",
    "mon=f['月份'].head(22)\n",
    "month=[]\n",
    "for mon in mon:\n",
    "    month.append(mon)\n",
    "print(month)\n",
    "\n",
    "\n",
    "\n",
    "x=np.arange(len(month))\n",
    "x_labels=[]\n",
    "for month in month:\n",
    "    x_labels.append(month)\n",
    "plt.xticks(x,x_labels,rotation=60)\n",
    "plt.gca().margins(x=0.01)\n",
    "plt.yticks(range(0, 900001, 150000))\n",
    "plot_=plt.plot(x,player)\n",
    "plt.title('2012.9~2024.3cs活跃玩家数')  \n",
    "plt.xlabel('月份')               \n",
    "plt.ylabel('活跃玩家数')\n",
    "plt.savefig('plot_.png',dpi=300)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "    \n",
    "\n",
    "\n",
    "plt.figure(figsize=(10,10))\n",
    "x = np.arange(len(name))\n",
    "x_labels=[]\n",
    "for name in name:\n",
    "    x_labels.append(name)\n",
    "plt.xticks(x,x_labels,rotation=90)\n",
    "plt.gca().margins(x=0.01)\n",
    "bar_=plt.bar(x,score,width=0.5,color='red', alpha=0.5)\n",
    "plt.xlabel('战队名称')\n",
    "plt.ylabel('国际比赛积分')\n",
    "plt.title('Cs战队积分')\n",
    "plt.savefig('bar_.png', dpi=300)\n",
    "plt.show()\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "# 使用 Counter 统计列表中每个元素出现的次数\n",
    "counter = Counter(area)\n",
    "\n",
    "# 提取统计结果\n",
    "labels = list(counter.keys())\n",
    "sizes = list(counter.values())\n",
    "\n",
    "# 绘制饼图\n",
    "plt.figure(figsize=(8, 6))  # 设置图形大小\n",
    "explode=(0.05,0,0)\n",
    "pie_chart=plt.pie(sizes, labels=labels,explode=explode,autopct='%1.1f%%', startangle=140)\n",
    "plt.title('Cs战队地区分布',loc='center', pad=20)  # 设置标题\n",
    "plt.axis('equal')  # 使饼图保持圆形\n",
    "plt.savefig('pie_chart.png', dpi=300)\n",
    "plt.show()\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "9de587bd-d860-4803-9505-63befa6c343d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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